Publications

Articles & Research Notes.

Selected publications, conference presentations, and technical notes from our research programme — sharing knowledge to advance gemmological science.

Articles and Notes
Featured
IGC 2025

Automated Raman Spectra Processing for Spinel Origin Determination

T. Sripoonjan — International Gemmological Conference 2025

A novel automated pipeline for Raman spectral processing applied to spinel origin classification, combining baseline correction, peak extraction, and machine learning classification to achieve reliable geographic provenance determination.

Machine Learning Raman Origin Spinel
2025

Explainable ML Framework for Magmatic Sapphire Classification

T. Sripoonjan — GIT Conference 2025

Application of SHAP-based explainability techniques to random forest models for magmatic vs. metamorphic sapphire classification using trace element chemistry.

MLSapphireXAI
2025

Tsavorite Garnet Characterisation: Spectroscopic and Gemmological Study

C. Jakkawanvibul, T. Sripoonjan — GIT 2025 Research Exhibition

Comprehensive characterisation of tsavorite garnet from East African deposits, combining Raman, EDXRF, and UV-Vis data for origin discrimination.

GarnetCharacterisation
2024

Machine-Learning Applications in Ruby Origin Classification

T. Sripoonjan — BGJF 72nd Edition Seminar

Demonstration of supervised machine-learning techniques for classifying ruby geographic origin using EDXRF trace element data and spectroscopic features.

MLRubyOrigin
2024

Imperial Jade Authentication: Modern Analytical Approaches

C. Jakkawanvibul — SCB Wealth / Central Pattana Exclusive Event

Educational presentation on modern jade authentication techniques, combining traditional gemmological observations with Raman spectroscopy and FTIR analysis.

JadeAuthentication

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